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Modelling and simulation of an adaptive neuro-fuzzy inference system (ANFIS) for mobile learning
Faculty of Informatics - Papers (Archive)
  • Ahmed Al-Hmouz, University of Wollongong
  • Jun Shen, University of Wollongong
  • Rami Al-Hmouz, University of Wollongong
  • Jun Yan, University of Wollongong
RIS ID
36008
Publication Date
1-1-2012
Publication Details

Al-Hmouz, A., Shen, J., Al-Hmouz, R. & Yan, J. (2012). Modelling and simulation of an adaptive neuro-fuzzy inference system (ANFIS) for mobile learning. IEEE Transactions on Learning Technologies, 5 (3), 226-237.

Abstract

With recent advances in mobile learning (m-learning), it is becoming possible for learning activities to occur everywhere. The learner model presented in our earlier work was partitioned into smaller elements in the form of learner profiles, which collectively represent the entire learning process. This paper presents an Adaptive Neuro-Fuzzy Inference System (ANFIS) for delivering adapted learning content to mobile learners. The ANFIS model was designed using trial and error based on various experiments. This study was conducted to illustrate that ANFIS is effective with hybrid learning, for the adaptation of learning content according to learners' needs. Study results show that ANFIS has been successfully implemented for learning content adaptation within different learning context scenarios. The performance of the ANFIS model was evaluated using standard error measurements which revealed the optimal setting necessary for better predictability. The MATLAB simulation results indicate that the performance of the ANFIS approach is valuable and easy to implement. The study results are based on analysis of different model settings; they confirm that the m-learning application is functional. However, it should be noted that an increase in the number of inputs being considered by the model will increase the system response time, and hence the delay for the mobile learner.

Citation Information
Ahmed Al-Hmouz, Jun Shen, Rami Al-Hmouz and Jun Yan. "Modelling and simulation of an adaptive neuro-fuzzy inference system (ANFIS) for mobile learning" (2012) p. 226 - 237
Available at: http://works.bepress.com/jyan/2/